Multi objective optimization algorithm based on neural networks inversion

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5517 LNCS, Issue PART 1, 2009, Pages 744-751

  Carcangiu, Sara ^a   Fanni, Alessandra ^a   Montisci, Augusto ^a  

^a UNIVERSITY OF CAGLIARI   (Italy)

Author keywords

Multiobjective optimization; Neural approximation model; Neural network inversion

Indexed keywords

COMPUTATIONAL LOADS; CONVERGENCE PROPERTIES; CONVEX DOMAINS; DESIGN PARAMETERS; ELECTROMAGNETIC DEVICES; INVERSION ALGORITHM; LINEAR APPROXIMATIONS; LINEAR DOMAIN; MULTI-OBJECTIVE OPTIMIZATIONS; NEURAL APPROXIMATION MODEL; NEURAL NETWORK INVERSION; NON-LINEAR; OBJECTIVE FUNCTIONS; OPTIMAL CONFIGURATIONS; PARETO FRONT;

APPROXIMATION ALGORITHMS; BACKPROPAGATION; CONVERGENCE OF NUMERICAL METHODS; ELECTROMAGNETS; INVERSE PROBLEMS; LARGE SCALE SYSTEMS; NEURAL NETWORKS;

MULTIOBJECTIVE OPTIMIZATION;

EID: 68749098706     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-02478-8_93     Document Type: Conference Paper

References (13)

1. Zitier, E., Deb, K., Thiele, L.: Comparison of Multiobjective evolutionary algorithms: empirical results. Evolutionary Computation 8, 173-195 (2000)
2. Ho, S.L., Yang, S., Ni, G., Lo, E.W.C., Wang, H.C.: A Particle Swarm optimization based method for multiobjective design optimizations. IEEE Trans. on Mag. 41(5), 1756-1759 (2005)
3. Vasconcelos, J.A., Maciel, J.H.R.D., Parreiras, R.O.: Scatter Search Techniques applied to Electromagnetics problems. IEEE Trans. on Mag. 41(5), 1804-1807 (2005)
4. Di Barba, P., Mognaschi, M.E.: Recent experiences of multiobjective optimization in electromagnetics: A comparison of methods. COMPEL 24(3), 921-930 (2005)
5. Carcangiu, S., Di Barba, P., Fanni, A., Mognaschi, M.E., Montisci, A.: Comparison of multi-objective optimisation approaches for inverse magnestostatic problems. COMPEL 26(2), 293-305 (2007)
6. Carcangiu, S., Fanni, A., Montisci, A.: Multiobjective Tabu Search Algorithms for Optimal Design of Electromagnetic Devices. IEEE Trans. on Mag. 44(6), 970-973 (2008)
7. Cherubini, D., Fanni, A., Montisci, A., Testoni, P.: Inversion of MLP Neural Networks for Direct Solution of Inverse Problems. IEEE Trans. on MAG. 41(5), 1784-1787 (2005)
8. Cau, F., Di Mauro, M., Fanni, A., Montisci, A., Testoni, P.: A Neural Networks Inversion-Based Algorithm for Multiobjective Design of a High-Field Superconducting Dipole Magnet. IEEE Transactions on Magnetics 43(4), 1557-1560 (2007)
9. Carcangiu, S., Fanni, A., Montisci, A.: A Multiobjective Strategy-Driven Optimization Procedure for the Design of Electromagnetic Devices. In: Proceedings of the 13th IEEE conference on electromagnetic field computation (2008)
10. Elser, V., Rankenburg, L., Thibault, P.: Searching with iterated maps. Proceedings of the National Academy of Sciences 104(2), 418-423 (2006)
11. Bauschke, H.H., Combettes, P.L., Luke, D.R.: Phase retrieval, error reduction algorithm, and Fienup variants: a view from convex optimization. Journal of the Optical Society of America A 19(7), 1334-1345 (2002)
12. Fienup, J.R.: Phase retrieval algorithms: a comparison. Applied Optics 21, 2758-2769 (1982)
13. Rico Martinez, R., Adomaitis, R.A., Kevrekidis, LG.: Noninvertibility in neural networks. Computers & Chemical Engineering 24, 2417-2433 (2000)